{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Dynamic mode decomposition on two mixed spatial signals\n",
    "\n",
    "We apply dynamic mode decomposition (DMD) to a spatiotemporal, linear system,\n",
    "which is created as a superposition from two mixed spatiotemporal signals\n",
    "(this is example 1.4 in Kutz et al., \"*Dynamic Mode Decomposition*\", SIAM 2016):\n",
    "\n",
    "$$f(x,t) = f_1(x,t) + f_2(x,t)$$\n",
    "\n",
    "with\n",
    "\n",
    "$$\n",
    "\\begin{aligned}\n",
    "    f_1(x,t) &= \\mathrm{sech}(x+3) e^{j2.3t},\\\\\n",
    "    f_2(x,t) &= 2\\,\\mathrm{sech}(x)\\,\\mathrm{tanh}(x) e^{j2.8t}.\n",
    "\\end{aligned}\n",
    "$$\n",
    "\n",
    "These two individual signals have frequencies $\\omega_1 = 2.3$ and $\\omega_2=2.8$\n",
    "with each a distinct spatial structure."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "pycharm": {
     "name": "#%% md\n"
    }
   },
   "source": [
    "We first import the pyKoopman package and other packages for plotting and matrix manipulation."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import sys\n",
    "sys.path.append('../src')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-08-24T19:34:43.245495Z",
     "start_time": "2020-08-24T19:34:42.561847Z"
    },
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "import warnings\n",
    "warnings.filterwarnings('ignore')\n",
    "\n",
    "import matplotlib.cm as cm\n",
    "from mpl_toolkits.mplot3d import Axes3D\n",
    "\n",
    "import pykoopman as pk"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "pycharm": {
     "name": "#%% md\n"
    }
   },
   "source": [
    "Time and space discretizations"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-08-24T19:34:44.131983Z",
     "start_time": "2020-08-24T19:34:44.127446Z"
    },
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [],
   "source": [
    "tArray = np.linspace(0, 4*np.pi, 200)  # Time array for solution\n",
    "dt = tArray[1] - tArray[0] # Time step\n",
    "xArray = np.linspace(-10,10,400)\n",
    "[Xgrid, Tgrid] = np.meshgrid(xArray, tArray)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "pycharm": {
     "name": "#%% md\n"
    }
   },
   "source": [
    "Define helper function, hyperbolic secant"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-08-24T19:34:47.246586Z",
     "start_time": "2020-08-24T19:34:47.239089Z"
    },
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [],
   "source": [
    "def sech(x):\n",
    "    return 1./np.cosh(x)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "pycharm": {
     "name": "#%% md\n"
    }
   },
   "source": [
    "Generate training data from two spatiotemporal signals"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-08-24T19:34:50.186015Z",
     "start_time": "2020-08-24T19:34:50.146438Z"
    },
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [],
   "source": [
    "omega1 = 2.3\n",
    "omega2 = 2.8\n",
    "f1 = np.multiply(sech(Xgrid+3), np.exp(1j*omega1*Tgrid))\n",
    "f2 = np.multiply( np.multiply(sech(Xgrid), np.tanh(Xgrid)), 2*np.exp(1j*omega2*Tgrid))\n",
    "f = f1 + f2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-08-18T19:14:44.359454Z",
     "start_time": "2020-08-18T19:14:44.343578Z"
    }
   },
   "outputs": [],
   "source": [
    "def plot_dynamics(Xgrid, Tgrid, f, fig=None, title='', subplot=111):\n",
    "    if fig is None:\n",
    "        fig = plt.figure(figsize=(12, 4))\n",
    "\n",
    "    time_ticks = np.array([0, 1*np.pi, 2*np.pi, 3*np.pi, 4*np.pi])\n",
    "    time_labels = ('0', r'$\\pi$', r'$2\\pi$', r'$3\\pi$', r'$4\\pi$')\n",
    "\n",
    "    ax = fig.add_subplot(subplot, projection='3d')\n",
    "    surf = ax.plot_surface(Xgrid, Tgrid, f, rstride=1)\n",
    "    cset = ax.contourf(Xgrid, Tgrid, f, zdir='z', offset=-1.5, cmap=cm.ocean)\n",
    "    ax.set(\n",
    "        xlabel=r'$x$',\n",
    "        ylabel=r'$t$',\n",
    "        title=title,\n",
    "        yticks=time_ticks,\n",
    "        yticklabels=time_labels,\n",
    "        xlim=(-10, 10),\n",
    "        zlim=(-1.5, 1),\n",
    "    )\n",
    "    ax.autoscale(enable=True, axis='y', tight=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-08-18T19:14:51.857790Z",
     "start_time": "2020-08-18T19:14:44.894306Z"
    }
   },
   "outputs": [
    {
     "data": {
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",
      "text/plain": [
       "<Figure size 1200x400 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(12,4))\n",
    "fig.suptitle('Spatiotemporal dynamics of mixed signal')\n",
    "\n",
    "plot_dynamics(Xgrid, Tgrid, f, fig=fig, title=r'$f(x, t) = f_1(x,t) + f_2(x,t)$', subplot=131)\n",
    "plot_dynamics(Xgrid, Tgrid, f1, fig=fig, title=r'$f_1(x,t)$', subplot=132)\n",
    "plot_dynamics(Xgrid, Tgrid, f2, fig=fig, title=r'$f_2(x,t)$', subplot=133)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "pycharm": {
     "name": "#%% md\n"
    }
   },
   "source": [
    "Instantiate and fit a Koopman model using DMD on training data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-08-18T19:14:56.005208Z",
     "start_time": "2020-08-18T19:14:55.867286Z"
    },
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<style>#sk-container-id-1 {color: black;background-color: white;}#sk-container-id-1 pre{padding: 0;}#sk-container-id-1 div.sk-toggleable {background-color: white;}#sk-container-id-1 label.sk-toggleable__label {cursor: pointer;display: block;width: 100%;margin-bottom: 0;padding: 0.3em;box-sizing: border-box;text-align: center;}#sk-container-id-1 label.sk-toggleable__label-arrow:before {content: \"▸\";float: left;margin-right: 0.25em;color: #696969;}#sk-container-id-1 label.sk-toggleable__label-arrow:hover:before {color: black;}#sk-container-id-1 div.sk-estimator:hover label.sk-toggleable__label-arrow:before {color: black;}#sk-container-id-1 div.sk-toggleable__content {max-height: 0;max-width: 0;overflow: hidden;text-align: left;background-color: #f0f8ff;}#sk-container-id-1 div.sk-toggleable__content pre {margin: 0.2em;color: black;border-radius: 0.25em;background-color: #f0f8ff;}#sk-container-id-1 input.sk-toggleable__control:checked~div.sk-toggleable__content {max-height: 200px;max-width: 100%;overflow: auto;}#sk-container-id-1 input.sk-toggleable__control:checked~label.sk-toggleable__label-arrow:before {content: \"▾\";}#sk-container-id-1 div.sk-estimator input.sk-toggleable__control:checked~label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-1 div.sk-label input.sk-toggleable__control:checked~label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-1 input.sk-hidden--visually {border: 0;clip: rect(1px 1px 1px 1px);clip: rect(1px, 1px, 1px, 1px);height: 1px;margin: -1px;overflow: hidden;padding: 0;position: absolute;width: 1px;}#sk-container-id-1 div.sk-estimator {font-family: monospace;background-color: #f0f8ff;border: 1px dotted black;border-radius: 0.25em;box-sizing: border-box;margin-bottom: 0.5em;}#sk-container-id-1 div.sk-estimator:hover {background-color: #d4ebff;}#sk-container-id-1 div.sk-parallel-item::after {content: \"\";width: 100%;border-bottom: 1px solid gray;flex-grow: 1;}#sk-container-id-1 div.sk-label:hover label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-1 div.sk-serial::before {content: \"\";position: absolute;border-left: 1px solid gray;box-sizing: border-box;top: 0;bottom: 0;left: 50%;z-index: 0;}#sk-container-id-1 div.sk-serial {display: flex;flex-direction: column;align-items: center;background-color: white;padding-right: 0.2em;padding-left: 0.2em;position: relative;}#sk-container-id-1 div.sk-item {position: relative;z-index: 1;}#sk-container-id-1 div.sk-parallel {display: flex;align-items: stretch;justify-content: center;background-color: white;position: relative;}#sk-container-id-1 div.sk-item::before, #sk-container-id-1 div.sk-parallel-item::before {content: \"\";position: absolute;border-left: 1px solid gray;box-sizing: border-box;top: 0;bottom: 0;left: 50%;z-index: -1;}#sk-container-id-1 div.sk-parallel-item {display: flex;flex-direction: column;z-index: 1;position: relative;background-color: white;}#sk-container-id-1 div.sk-parallel-item:first-child::after {align-self: flex-end;width: 50%;}#sk-container-id-1 div.sk-parallel-item:last-child::after {align-self: flex-start;width: 50%;}#sk-container-id-1 div.sk-parallel-item:only-child::after {width: 0;}#sk-container-id-1 div.sk-dashed-wrapped {border: 1px dashed gray;margin: 0 0.4em 0.5em 0.4em;box-sizing: border-box;padding-bottom: 0.4em;background-color: white;}#sk-container-id-1 div.sk-label label {font-family: monospace;font-weight: bold;display: inline-block;line-height: 1.2em;}#sk-container-id-1 div.sk-label-container {text-align: center;}#sk-container-id-1 div.sk-container {/* jupyter's `normalize.less` sets `[hidden] { display: none; }` but bootstrap.min.css set `[hidden] { display: none !important; }` so we also need the `!important` here to be able to override the default hidden behavior on the sphinx rendered scikit-learn.org. See: https://github.com/scikit-learn/scikit-learn/issues/21755 */display: inline-block !important;position: relative;}#sk-container-id-1 div.sk-text-repr-fallback {display: none;}</style><div id=\"sk-container-id-1\" class=\"sk-top-container\"><div class=\"sk-text-repr-fallback\"><pre>Koopman(observables=Identity(),\n",
       "        regressor=PyDMDRegressor(regressor=&lt;pydmd.dmd.DMD object at 0x000001AA579B33A0&gt;))</pre><b>In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook. <br />On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.</b></div><div class=\"sk-container\" hidden><div class=\"sk-item sk-dashed-wrapped\"><div class=\"sk-label-container\"><div class=\"sk-label sk-toggleable\"><input class=\"sk-toggleable__control sk-hidden--visually\" id=\"sk-estimator-id-1\" type=\"checkbox\" ><label for=\"sk-estimator-id-1\" class=\"sk-toggleable__label sk-toggleable__label-arrow\">Koopman</label><div class=\"sk-toggleable__content\"><pre>Koopman(observables=Identity(),\n",
       "        regressor=PyDMDRegressor(regressor=&lt;pydmd.dmd.DMD object at 0x000001AA579B33A0&gt;))</pre></div></div></div><div class=\"sk-parallel\"><div class=\"sk-parallel-item\"><div class=\"sk-item\"><div class=\"sk-label-container\"><div class=\"sk-label sk-toggleable\"><input class=\"sk-toggleable__control sk-hidden--visually\" id=\"sk-estimator-id-2\" type=\"checkbox\" ><label for=\"sk-estimator-id-2\" class=\"sk-toggleable__label sk-toggleable__label-arrow\">observables: Identity</label><div class=\"sk-toggleable__content\"><pre>Identity()</pre></div></div></div><div class=\"sk-serial\"><div class=\"sk-item\"><div class=\"sk-estimator sk-toggleable\"><input class=\"sk-toggleable__control sk-hidden--visually\" id=\"sk-estimator-id-3\" type=\"checkbox\" ><label for=\"sk-estimator-id-3\" class=\"sk-toggleable__label sk-toggleable__label-arrow\">Identity</label><div class=\"sk-toggleable__content\"><pre>Identity()</pre></div></div></div></div></div></div><div class=\"sk-parallel-item\"><div class=\"sk-item\"><div class=\"sk-label-container\"><div class=\"sk-label sk-toggleable\"><input class=\"sk-toggleable__control sk-hidden--visually\" id=\"sk-estimator-id-4\" type=\"checkbox\" ><label for=\"sk-estimator-id-4\" class=\"sk-toggleable__label sk-toggleable__label-arrow\">regressor: PyDMDRegressor</label><div class=\"sk-toggleable__content\"><pre>PyDMDRegressor(regressor=&lt;pydmd.dmd.DMD object at 0x000001AA579B33A0&gt;)</pre></div></div></div><div class=\"sk-serial\"><div class=\"sk-item\"><div class=\"sk-estimator sk-toggleable\"><input class=\"sk-toggleable__control sk-hidden--visually\" id=\"sk-estimator-id-5\" type=\"checkbox\" ><label for=\"sk-estimator-id-5\" class=\"sk-toggleable__label sk-toggleable__label-arrow\">PyDMDRegressor</label><div class=\"sk-toggleable__content\"><pre>PyDMDRegressor(regressor=&lt;pydmd.dmd.DMD object at 0x000001AA579B33A0&gt;)</pre></div></div></div></div></div></div></div></div></div></div>"
      ],
      "text/plain": [
       "Koopman(observables=Identity(),\n",
       "        regressor=PyDMDRegressor(regressor=<pydmd.dmd.DMD object at 0x000001AA579B33A0>))"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from pydmd import DMD\n",
    "\n",
    "dmd=DMD(svd_rank=2)\n",
    "\n",
    "model = pk.Koopman(regressor=dmd)\n",
    "model.fit(f, dt=dt)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-08-18T19:15:04.313523Z",
     "start_time": "2020-08-18T19:15:03.923106Z"
    },
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, '$Im(\\\\lambda)$')"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 400x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "K = model.A\n",
    "\n",
    "# Let's have a look at the eigenvalues of the Koopman matrix\n",
    "evals, evecs = np.linalg.eig(K)\n",
    "evals_cont = np.log(evals)/dt\n",
    "\n",
    "fig = plt.figure(figsize=(4,4))\n",
    "ax = fig.add_subplot(111)\n",
    "ax.plot([0,0], [omega1,omega2],'rs', label='true',markersize=10)\n",
    "ax.plot(evals_cont.real, evals_cont.imag, 'bo', label='estimated',markersize=5)\n",
    "\n",
    "\n",
    "ax.set_xlim([-1,1])\n",
    "ax.set_ylim([2,3])\n",
    "plt.legend()\n",
    "plt.xlabel(r'$Re(\\lambda)$')\n",
    "plt.ylabel(r'$Im(\\lambda)$')\n",
    "# print(omega1,omega2)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Check if model can reconstruct the training data by predicting starting from the first snapshot."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-08-18T19:15:10.539522Z",
     "start_time": "2020-08-18T19:15:07.543403Z"
    },
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x400 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "f_predicted = np.vstack((f[0], model.simulate(f[0], n_steps=f.shape[0] - 1)))\n",
    "\n",
    "fig = plt.figure(figsize=(8, 4))\n",
    "fig.suptitle('PyKoopman simulation')\n",
    "\n",
    "plot_dynamics(Xgrid, Tgrid, f, fig=fig, title=r'$f(x, t)$', subplot=121)\n",
    "plot_dynamics(Xgrid, Tgrid, f_predicted, fig=fig, title='PyKoopman', subplot=122)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [],
   "source": [
    "\n"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.11"
  },
  "toc": {
   "base_numbering": 1,
   "nav_menu": {},
   "number_sections": true,
   "sideBar": true,
   "skip_h1_title": false,
   "title_cell": "Table of Contents",
   "title_sidebar": "Contents",
   "toc_cell": false,
   "toc_position": {},
   "toc_section_display": true,
   "toc_window_display": false
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
